{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the embeddings in 2D\n",
    "\n",
    "We will use t-SNE to reduce the dimensionality of the embeddings from 1536 to 2. Once the embeddings are reduced to two dimensions, we can plot them in a 2D scatter plot. The dataset is created in the [Get_embeddings_from_dataset Notebook](Get_embeddings_from_dataset.ipynb)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Reduce dimensionality\n",
    "\n",
    "We reduce the dimensionality to 2 dimensions using t-SNE decomposition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 2)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.manifold import TSNE\n",
    "import numpy as np\n",
    "from ast import literal_eval\n",
    "\n",
    "# Load the embeddings\n",
    "datafile_path = \"data/fine_food_reviews_with_embeddings_1k.csv\"\n",
    "df = pd.read_csv(datafile_path)\n",
    "\n",
    "# Convert to a list of lists of floats\n",
    "matrix = np.array(df.embedding.apply(literal_eval).to_list())\n",
    "\n",
    "# Create a t-SNE model and transform the data\n",
    "tsne = TSNE(n_components=2, perplexity=15, random_state=42, init='random', learning_rate=200)\n",
    "vis_dims = tsne.fit_transform(matrix)\n",
    "vis_dims.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Plotting the embeddings\n",
    "\n",
    "We colour each review by its star rating, ranging from red to green."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observe a decent data separation even in the reduced 2 dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Amazon ratings visualized in language using t-SNE')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "\n",
    "colors = [\"red\", \"darkorange\", \"gold\", \"turquoise\", \"darkgreen\"]\n",
    "x = [x for x,y in vis_dims]\n",
    "y = [y for x,y in vis_dims]\n",
    "color_indices = df.Score.values - 1\n",
    "\n",
    "colormap = matplotlib.colors.ListedColormap(colors)\n",
    "plt.scatter(x, y, c=color_indices, cmap=colormap, alpha=0.3)\n",
    "for score in [0,1,2,3,4]:\n",
    "    avg_x = np.array(x)[df.Score-1==score].mean()\n",
    "    avg_y = np.array(y)[df.Score-1==score].mean()\n",
    "    color = colors[score]\n",
    "    plt.scatter(avg_x, avg_y, marker='x', color=color, s=100)\n",
    "\n",
    "plt.title(\"Amazon ratings visualized in language using t-SNE\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "openai",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
